{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy\n",
    "import collections\n",
    "import os\n",
    "import pickle\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from rdkit import Chem\n",
    "from rdkit.Chem import AllChem\n",
    "from rdkit.Chem import rdMolAlign\n",
    "from rdkit.Chem import PeriodicTable\n",
    "from rdkit.Chem.Lipinski import RotatableBondSmarts\n",
    "import scipy\n",
    "from scipy import spatial as sci_spatial\n",
    "import torch\n",
    "from tqdm.auto import tqdm\n",
    "import sys\n",
    "sys.path.append('../')\n",
    "\n",
    "ptable = Chem.GetPeriodicTable()\n",
    "\n",
    "from rdkit import RDLogger\n",
    "RDLogger.DisableLog('rdApp.*')  \n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reference loaded 100 pose checked results\n",
      "AR loaded 9295 pose checked results\n",
      "Pocket2Mol loaded 9831 pose checked results\n",
      "FLAG loaded 9863 pose checked results\n",
      "TargetDiff loaded 9036 pose checked results\n",
      "DecompDiff-O loaded 7196 pose checked results\n",
      "DecompDiff-R loaded 8292 pose checked results\n",
      "MolCRAFT loaded 9667 pose checked results\n"
     ]
    }
   ],
   "source": [
    "from eval_utils import ModelResults\n",
    "\n",
    "result_dir = '../samples'\n",
    "\n",
    "ref_path = os.path.join(result_dir, 'crossdocked_test_vina_docked.pt')\n",
    "ar_path = os.path.join(result_dir, 'ar_vina_docked.pt')\n",
    "tg_path = os.path.join(result_dir, 'targetdiff_vina_docked.pt')\n",
    "p2m_path = os.path.join(result_dir, 'pocket2mol_vina_docked.pt')\n",
    "flag_path = os.path.join(result_dir, 'flag_vina_docked.pt')\n",
    "molcraft_path = os.path.join(result_dir, 'molcraft_vina_docked.pt')\n",
    "train_path = os.path.join(result_dir, 'train_vina_docked.pt')\n",
    "dcmp_path = os.path.join(result_dir, 'decompdiff_vina_docked.pt')\n",
    "dcmp_ref_path = os.path.join(result_dir, 'decompdiff_ref_vina_docked.pt')\n",
    "\n",
    "\n",
    "ref = ModelResults('Reference', ref_path)\n",
    "ar = ModelResults('AR', ar_path)\n",
    "p2m = ModelResults('Pocket2Mol', p2m_path)\n",
    "flag = ModelResults('FLAG', flag_path)\n",
    "tg = ModelResults('TargetDiff', tg_path)\n",
    "dcmp = ModelResults('DecompDiff-O', dcmp_path)\n",
    "dcmp_ref = ModelResults('DecompDiff-R', dcmp_ref_path)\n",
    "molcraft = ModelResults('MolCRAFT', molcraft_path)\n",
    "\n",
    "models = [ref, ar, p2m, flag, tg, dcmp, dcmp_ref, molcraft]\n",
    "for model in models:\n",
    "    model.load_pose_checked()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Distance & Bond Length"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(6, 6, 1), #\tCC\t716\t29.6%\t1.2857153558712793\t1.696778883283098\t0.004110635274118186\n",
      "(6, 6, 4), #\tC:C\t500\t20.7%\t1.2981754588686738\t1.5429516779717267\t0.002447762191030529\n",
      "(6, 8, 1), #\tCO\t336\t13.9%\t1.217717567891834\t1.592581263775381\t0.0037486369588354694\n",
      "(6, 7, 1), #\tCN\t245\t10.1%\t1.2412786652760066\t1.609101379383609\t0.0036782271410760246\n",
      "(6, 7, 4), #\tC:N\t213\t8.8%\t1.2781037555594505\t1.4881754271876604\t0.002100716716282098\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from core.evaluation.utils import eval_bond_length\n",
    "\n",
    "bond_lengths = []\n",
    "for res in ref.flat_results:\n",
    "    mol = res['mol']\n",
    "    mol = Chem.RemoveAllHs(mol)\n",
    "    bond_lengths += eval_bond_length.bond_distance_from_mol(mol)\n",
    "\n",
    "profile = eval_bond_length.get_bond_lengths(bond_lengths)\n",
    "\n",
    "N_BINS = 100\n",
    "\n",
    "# plt.hist(ref.all_c_c_distance, bins=N_BINS, label='all c c pairs', alpha=0.5)\n",
    "\n",
    "allowed_bond_types = []\n",
    "for k, v in sorted(profile.items(), key=lambda x: len(x[1]), reverse=True):\n",
    "    freq = len(v)\n",
    "    rate = freq / len(bond_lengths) * 100\n",
    "    if freq < 10:\n",
    "        continue\n",
    "\n",
    "    if freq > 200:\n",
    "        allowed_bond_types.append(k)\n",
    "        bond_type_str = eval_bond_length._bond_type_str(k)\n",
    "        if k[0] == k[1] == 6:\n",
    "            plt.hist(profile[k], bins=N_BINS, label=bond_type_str, alpha=0.5)\n",
    "        min_val, max_val = np.min(profile[k]), np.max(profile[k])\n",
    "        bin_width = (max_val - min_val) / N_BINS\n",
    "        print(f'{k}, #\\t{bond_type_str}\\t{freq}\\t{rate:.1f}%\\t{min_val}\\t{max_val}\\t{bin_width}')\n",
    "\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "profiles = []\n",
    "\n",
    "ref_profile = profile\n",
    "N_BINS = 100\n",
    "\n",
    "for model in models:\n",
    "    bond_lengths = []\n",
    "    for res in model.flat_results:\n",
    "        mol = res['mol']\n",
    "        mol = Chem.RemoveAllHs(mol)\n",
    "        bond_lengths += eval_bond_length.bond_distance_from_mol(mol)\n",
    "    profiles.append(eval_bond_length.get_bond_lengths(bond_lengths))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy import spatial as sci_spatial\n",
    "import seaborn as sns\n",
    "\n",
    "BOND_LENGTH_BINS = np.arange(1.1, 1.70001, 0.005)\n",
    "BOND_LENGTH_BINS_2 = np.arange(1.1, 1.70001, 0.0025)\n",
    "# BOND_RANGE = (1.1, 1.7)\n",
    "colors = ['tab:gray', 'tab:green', 'tab:olive', 'tab:red', 'tab:orange', 'tab:pink', 'tab:blue', 'tab:cyan', 'tab:purple', 'tab:gray', 'tab:brown'] \n",
    "\n",
    "colors = plt.rcParams['axes.prop_cycle'].by_key()['color']\n",
    "\n",
    "# set matplotlib font size to a larger one\n",
    "plt.rcParams.update({'font.size': 14})\n",
    "# set legend font size smaller\n",
    "plt.rcParams.update({\n",
    "    'legend.fontsize': '12',\n",
    "    # 'legend.handlelength': 2\n",
    "})\n",
    "\n",
    "group1 = [ar, p2m, flag]\n",
    "group2 = [tg, dcmp, dcmp_ref]\n",
    "group3 = [molcraft]\n",
    "\n",
    "BOND = (6, 7, 1)\n",
    "LINE_WIDTH = 1\n",
    "\n",
    "for BOND in allowed_bond_types:\n",
    "    ref_dist = np.histogram(ref_profile[BOND], bins=BOND_LENGTH_BINS, density=True)[0] / 100\n",
    "\n",
    "    plt.figure(figsize=(6*3, 4))\n",
    "    plt.subplot(1, 3, 1)\n",
    "    plt.step(BOND_LENGTH_BINS[1:], ref_dist, linewidth=LINE_WIDTH, label='Reference', color=colors[0])\n",
    "    for idx, model in enumerate(group1):\n",
    "        model_dist = np.histogram(profiles[idx + 1][BOND], bins=BOND_LENGTH_BINS, density=True)[0] / 100\n",
    "        jsd = sci_spatial.distance.jensenshannon(ref_dist, model_dist)\n",
    "        model_dist = np.histogram(profiles[idx + 1][BOND], bins=BOND_LENGTH_BINS_2, density=True)[0] / 100\n",
    "        plt.step(BOND_LENGTH_BINS_2[1:], model_dist, linewidth=LINE_WIDTH, label=f'{model.name} JSD: {jsd:.2f}', color=colors[idx+1])\n",
    "    plt.xlabel('Bond length (Å)')\n",
    "    plt.ylabel('Density')\n",
    "    plt.legend()\n",
    "    plt.xlim(1.1, 1.7)\n",
    "    plt.ylim(0)\n",
    "    plt.tight_layout()\n",
    "\n",
    "    plt.subplot(1, 3, 2)\n",
    "    plt.step(BOND_LENGTH_BINS[1:], ref_dist, linewidth=LINE_WIDTH, label='Reference', color=colors[0])\n",
    "    for idx, model in enumerate(group2):\n",
    "        model_dist = np.histogram(profiles[idx + 4][BOND], bins=BOND_LENGTH_BINS, density=True)[0] / 100\n",
    "        jsd = sci_spatial.distance.jensenshannon(ref_dist, model_dist)\n",
    "        model_dist = np.histogram(profiles[idx + 4][BOND], bins=BOND_LENGTH_BINS_2, density=True)[0] / 100\n",
    "        plt.step(BOND_LENGTH_BINS_2[1:], model_dist, linewidth=LINE_WIDTH, label=f'{model.name} JSD: {jsd:.2f}', color=colors[idx+4])\n",
    "    plt.xlabel('Bond length (Å)')\n",
    "    plt.ylabel('Density')\n",
    "    # set legend to upper right\n",
    "    plt.legend(loc='upper right')\n",
    "    plt.xlim(1.1, 1.7)\n",
    "    plt.ylim(0)\n",
    "    plt.tight_layout()\n",
    "\n",
    "    plt.subplot(1, 3, 3)\n",
    "    plt.step(BOND_LENGTH_BINS[1:], ref_dist, linewidth=LINE_WIDTH, label='Reference', color=colors[0])\n",
    "    for idx, model in enumerate(group3):\n",
    "        model_dist = np.histogram(profiles[idx + 7][BOND], bins=BOND_LENGTH_BINS, density=True)[0] / 100\n",
    "        jsd = sci_spatial.distance.jensenshannon(ref_dist, model_dist)\n",
    "        model_dist = np.histogram(profiles[idx + 7][BOND], bins=BOND_LENGTH_BINS_2, density=True)[0] / 100\n",
    "        plt.step(BOND_LENGTH_BINS_2[1:], model_dist, linewidth=LINE_WIDTH, label=f'{model.name} JSD: {jsd:.2f}', color=colors[idx+7])\n",
    "    plt.xlabel('Bond length (Å)')\n",
    "    plt.ylabel('Density')\n",
    "    plt.legend()\n",
    "    plt.xlim(1.1, 1.7)\n",
    "    plt.ylim(0)\n",
    "    plt.tight_layout()\n",
    "    # plt.savefig(f'figs/{eval_bond_length._bond_type_str(BOND)}_length.pdf', dpi=300, bbox_inches='tight')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1728x576 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "BINS = np.arange(1.1, 1.70001, 0.005)\n",
    "BINS2 = np.arange(1.1, 1.70001, 0.0025)\n",
    "\n",
    "# set matplotlib font size to a larger one\n",
    "plt.rcParams.update({'font.size': 14})\n",
    "# set legend font size smaller\n",
    "plt.rcParams.update({\n",
    "    'legend.fontsize': '12',\n",
    "    # 'legend.handlelength': 2\n",
    "})\n",
    "\n",
    "plt.figure(figsize=(6*4, 4*2))\n",
    "for idx, model in enumerate(models):\n",
    "    plt.subplot(2, 4, idx+1)\n",
    "    if idx == 0:\n",
    "        bins = BINS\n",
    "    else:\n",
    "        bins = BINS2\n",
    "    for BOND in allowed_bond_types:\n",
    "        model_dist = np.histogram(profiles[idx][BOND], bins=bins, density=True)[0] / 100\n",
    "        plt.step(bins[1:], model_dist, linewidth=1, label=f'{eval_bond_length._bond_type_str(BOND)}')\n",
    "    plt.xlabel('Bond length (Å)')\n",
    "    plt.ylabel('Density')\n",
    "    plt.ylim(0)\n",
    "    plt.legend()\n",
    "    plt.tight_layout()\n",
    "    plt.title(model.name)\n",
    "# plt.savefig(f'figs/all_length.pdf', dpi=300, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bond Angle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(6, 1, 6, 1, 6), #\tCCC\t521\t18.1%\t59.52230720788234\t135.50315793532704\t0.759808507274447\n",
      "(6, 4, 6, 4, 6), #\tC:C:C\t460\t16.0%\t101.54806405949785\t127.54928623790771\t0.2600122217840986\n",
      "(6, 1, 6, 1, 8), #\tCCO\t274\t9.5%\t57.19735111082594\t136.5409407542893\t0.7934358964346336\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from core.evaluation.utils import eval_bond_angle\n",
    "\n",
    "bond_angles = []\n",
    "for res in ref.flat_results:\n",
    "    mol = res['mol']\n",
    "    mol = Chem.RemoveAllHs(mol)\n",
    "    bond_angles += eval_bond_angle.bond_angle_from_mol(mol)\n",
    "\n",
    "profile = eval_bond_angle.get_bond_angles(bond_angles)\n",
    "\n",
    "N_BINS = 100\n",
    "\n",
    "allowed_angle_types = []\n",
    "for k, v in sorted(profile.items(), key=lambda x: len(x[1]), reverse=True):\n",
    "    freq = len(v)\n",
    "    rate = freq / len(bond_angles) * 100\n",
    "    if freq < 10:\n",
    "        continue\n",
    "\n",
    "    if freq > 200:\n",
    "        allowed_angle_types.append(k)\n",
    "        angle_type_str = eval_bond_angle._angle_type_str(k)\n",
    "        plt.hist(profile[k], bins=N_BINS, label=angle_type_str, alpha=0.5)\n",
    "        min_val, max_val = np.min(profile[k]), np.max(profile[k])\n",
    "        bin_width = (max_val - min_val) / N_BINS\n",
    "        print(f'{k}, #\\t{angle_type_str}\\t{freq}\\t{rate:.1f}%\\t{min_val}\\t{max_val}\\t{bin_width}')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "Counter()\n"
     ]
    }
   ],
   "source": [
    "# import counter\n",
    "from collections import Counter\n",
    "\n",
    "ref_profile = profile\n",
    "profiles = []\n",
    "\n",
    "error_models = []\n",
    "for model in models:\n",
    "    bond_angles = []\n",
    "    for res in model.flat_results:\n",
    "        mol = res['mol']\n",
    "        mol = Chem.RemoveAllHs(mol)\n",
    "        try:\n",
    "            bond_angles += eval_bond_angle.bond_angle_from_mol(mol)\n",
    "        except:\n",
    "            error_models.append(model)\n",
    "    profiles.append(eval_bond_angle.get_bond_angles(bond_angles))\n",
    "\n",
    "error_models = Counter(error_models)\n",
    "print(error_models)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "BOND_ANGLE_BINS = np.arange(100, 140.001, 0.25)\n",
    "BOND_ANGLE_BINS_2 = np.arange(100, 140.001, 0.125)\n",
    "\n",
    "colors = plt.rcParams['axes.prop_cycle'].by_key()['color']\n",
    "\n",
    "# set matplotlib font size to a larger one\n",
    "plt.rcParams.update({'font.size': 14})\n",
    "# set legend font size smaller\n",
    "plt.rcParams.update({\n",
    "    'legend.fontsize': '12',\n",
    "    # 'legend.handlelength': 2\n",
    "})\n",
    "LINE_WIDTH = 1\n",
    "\n",
    "group1 = [ar, p2m, flag]\n",
    "group2 = [tg, dcmp, dcmp_ref]\n",
    "group3 = [molcraft]\n",
    "\n",
    "for ANGLE in allowed_angle_types:\n",
    "    ref_dist = np.histogram(ref_profile[ANGLE], bins=BOND_ANGLE_BINS, density=True)[0] / 100\n",
    "\n",
    "    plt.figure(figsize=(6*3, 4))\n",
    "    plt.subplot(1, 3, 1)\n",
    "    plt.step(BOND_ANGLE_BINS[1:], ref_dist, linewidth=LINE_WIDTH, label='Reference', color=colors[0])\n",
    "    for idx, model in enumerate(group1):\n",
    "        model_dist = np.histogram(profiles[idx + 1][ANGLE], bins=BOND_ANGLE_BINS, density=True)[0] / 100\n",
    "        jsd = sci_spatial.distance.jensenshannon(ref_dist, model_dist)\n",
    "        model_dist = np.histogram(profiles[idx + 1][ANGLE], bins=BOND_ANGLE_BINS_2, density=True)[0] / 100\n",
    "        plt.step(BOND_ANGLE_BINS_2[1:], model_dist, linewidth=LINE_WIDTH, label=f'{model.name} JSD: {jsd:.2f}', color=colors[idx+1])\n",
    "    plt.xlabel('Bond angle (°)')\n",
    "    plt.ylabel('Density')\n",
    "    plt.ylim(0)\n",
    "    plt.legend()\n",
    "    plt.tight_layout()\n",
    "\n",
    "    plt.subplot(1, 3, 2)\n",
    "    plt.step(BOND_ANGLE_BINS[1:], ref_dist, linewidth=LINE_WIDTH, label='Reference', color=colors[0])\n",
    "    for idx, model in enumerate(group2):\n",
    "        model_dist = np.histogram(profiles[idx + 4][ANGLE], bins=BOND_ANGLE_BINS, density=True)[0] / 100\n",
    "        jsd = sci_spatial.distance.jensenshannon(ref_dist, model_dist)\n",
    "        model_dist = np.histogram(profiles[idx + 4][ANGLE], bins=BOND_ANGLE_BINS_2, density=True)[0] / 100\n",
    "        plt.step(BOND_ANGLE_BINS_2[1:], model_dist, linewidth=LINE_WIDTH, label=f'{model.name} JSD: {jsd:.2f}', color=colors[idx+4])\n",
    "    plt.xlabel('Bond angle (°)')\n",
    "    plt.ylabel('Density')\n",
    "    plt.ylim(0)\n",
    "    # set legend to upper right\n",
    "    plt.legend(loc='upper right')\n",
    "    plt.tight_layout()\n",
    "\n",
    "    plt.subplot(1, 3, 3)\n",
    "    plt.step(BOND_ANGLE_BINS[1:], ref_dist, linewidth=LINE_WIDTH, label='Reference', color=colors[0])\n",
    "    for idx, model in enumerate(group3):\n",
    "        model_dist = np.histogram(profiles[idx + 7][ANGLE], bins=BOND_ANGLE_BINS, density=True)[0] / 100\n",
    "        jsd = sci_spatial.distance.jensenshannon(ref_dist, model_dist)\n",
    "        model_dist = np.histogram(profiles[idx + 7][ANGLE], bins=BOND_ANGLE_BINS_2, density=True)[0] / 100\n",
    "        plt.step(BOND_ANGLE_BINS_2[1:], model_dist, linewidth=LINE_WIDTH, label=f'{model.name} JSD: {jsd:.2f}', color=colors[idx+7])\n",
    "    plt.xlabel('Bond angle (°)')\n",
    "    plt.ylabel('Density')\n",
    "    plt.ylim(0)\n",
    "    plt.legend()\n",
    "    plt.tight_layout()\n",
    "    # plt.savefig(f'figs/{eval_bond_angle._angle_type_str(ANGLE)}_angle.pdf', dpi=300, bbox_inches='tight')\n",
    "    plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Torsion Angle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(6, 1, 6, 1, 6, 1, 6), #\tCCCC\t486\t13.7%\t-179.92344102773612\t179.9786281079837\t3.599020691357198\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(6, 4, 6, 4, 6, 4, 6), #\tC:C:C:C\t443\t12.5%\t-179.97199569192466\t179.98934915798304\t3.599613448499077\n"
     ]
    }
   ],
   "source": [
    "from core.evaluation.utils import eval_torsion_angle\n",
    "\n",
    "torsion_angles = []\n",
    "for res in ref.flat_results:\n",
    "    mol = res['mol']\n",
    "    mol = Chem.RemoveAllHs(mol)\n",
    "    torsion_angles += eval_torsion_angle.torsion_angle_from_mol(mol)\n",
    "\n",
    "profile = eval_torsion_angle.get_torsion_angles(torsion_angles)\n",
    "N_BINS = 100\n",
    "\n",
    "allowed_torsion_types = []\n",
    "for k, v in sorted(profile.items(), key=lambda x: len(x[1]), reverse=True):\n",
    "    freq = len(v)\n",
    "    rate = freq / len(torsion_angles) * 100\n",
    "    if freq < 10:\n",
    "        continue\n",
    "\n",
    "    if freq > 200:\n",
    "        allowed_torsion_types.append(k)\n",
    "        torsion_type_str = eval_torsion_angle._torsion_type_str(k)\n",
    "        plt.hist(profile[k], bins=N_BINS, label=torsion_type_str, alpha=0.5, density=False)\n",
    "        plt.legend()\n",
    "        plt.show()\n",
    "        min_val, max_val = np.min(profile[k]), np.max(profile[k])\n",
    "        bin_width = (max_val - min_val) / N_BINS\n",
    "        print(f'{k}, #\\t{torsion_type_str}\\t{freq}\\t{rate:.1f}%\\t{min_val}\\t{max_val}\\t{bin_width}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms j and k have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms i and j have identical 3D coordinates\n",
      "Error in bond angle calculation\n",
      "atoms k and l have identical 3D coordinates\n",
      "Error in bond angle calculation\n"
     ]
    }
   ],
   "source": [
    "ref_profile = profile\n",
    "profiles = []\n",
    "# models = [p2m, tg, dcmp, bfn, bfn_mols, bfn_mols_v1]\n",
    "\n",
    "for model in models:\n",
    "    torsion_angles = []\n",
    "    for res in model.flat_results:\n",
    "        mol = res['mol']\n",
    "        mol = Chem.RemoveAllHs(mol)\n",
    "        try:\n",
    "            torsion_angles += eval_torsion_angle.torsion_angle_from_mol(mol)\n",
    "        except:\n",
    "            print(f'Error in {model.name}')\n",
    "    profiles.append(eval_torsion_angle.get_torsion_angles(torsion_angles))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "N_BINS = np.arange(-180, 181, 3)\n",
    "N_BINS_2 = np.arange(-180, 181, 1.5)\n",
    "\n",
    "colors = plt.rcParams['axes.prop_cycle'].by_key()['color']\n",
    "\n",
    "# set matplotlib font size to a larger one\n",
    "plt.rcParams.update({'font.size': 14})\n",
    "# set legend font size smaller\n",
    "plt.rcParams.update({\n",
    "    'legend.fontsize': '12',\n",
    "    # 'legend.handlelength': 2\n",
    "})\n",
    "\n",
    "group1 = [ar, p2m, flag]\n",
    "group2 = [tg, dcmp, dcmp_ref]\n",
    "group3 = [molcraft]\n",
    "\n",
    "for TORSION in allowed_torsion_types:\n",
    "    ref_dist = np.histogram(ref_profile[TORSION], bins=N_BINS, density=True)[0] / 100\n",
    "\n",
    "    plt.figure(figsize=(6*3, 4))\n",
    "    plt.subplot(1, 3, 1)\n",
    "    plt.step(N_BINS[1:], ref_dist, linewidth=LINE_WIDTH, label='Reference', color=colors[0])\n",
    "    for idx, model in enumerate(group1):\n",
    "        model_dist = np.histogram(profiles[idx + 1][TORSION], bins=N_BINS, density=True)[0] / 100\n",
    "        jsd = sci_spatial.distance.jensenshannon(ref_dist, model_dist)\n",
    "        model_dist = np.histogram(profiles[idx + 1][TORSION], bins=N_BINS_2, density=True)[0] / 100\n",
    "        plt.step(N_BINS_2[1:], model_dist, linewidth=LINE_WIDTH, label=f'{model.name} JSD: {jsd:.2f}', color=colors[idx+1])\n",
    "    plt.xlabel('Torsion angle (°)')\n",
    "    plt.ylabel('Density')\n",
    "    plt.xlim(-180, 180)\n",
    "    plt.ylim(0)\n",
    "    plt.legend()\n",
    "    plt.tight_layout()\n",
    "\n",
    "    plt.subplot(1, 3, 2)\n",
    "    plt.step(N_BINS[1:], ref_dist, linewidth=LINE_WIDTH, label='Reference', color=colors[0])\n",
    "    for idx, model in enumerate(group2):\n",
    "        model_dist = np.histogram(profiles[idx + 4][TORSION], bins=N_BINS, density=True)[0] / 100\n",
    "        jsd = sci_spatial.distance.jensenshannon(ref_dist, model_dist)\n",
    "        model_dist = np.histogram(profiles[idx + 4][TORSION], bins=N_BINS_2, density=True)[0] / 100\n",
    "        plt.step(N_BINS_2[1:], model_dist, linewidth=LINE_WIDTH, label=f'{model.name} JSD: {jsd:.2f}', color=colors[idx+4])\n",
    "    plt.xlabel('Torsion angle (°)')\n",
    "    plt.ylabel('Density')\n",
    "    plt.xlim(-180, 180)\n",
    "    plt.ylim(0)\n",
    "    # set legend to upper right\n",
    "    plt.legend(loc='upper right')\n",
    "    plt.tight_layout()\n",
    "\n",
    "    plt.subplot(1, 3, 3)\n",
    "    plt.step(N_BINS[1:], ref_dist, linewidth=LINE_WIDTH, label='Reference', color=colors[0])\n",
    "    for idx, model in enumerate(group3):\n",
    "        model_dist = np.histogram(profiles[idx + 7][TORSION], bins=N_BINS, density=True)[0] / 100\n",
    "        jsd = sci_spatial.distance.jensenshannon(ref_dist, model_dist)\n",
    "        model_dist = np.histogram(profiles[idx + 7][TORSION], bins=N_BINS_2, density=True)[0] / 100\n",
    "        plt.step(N_BINS_2[1:], model_dist, linewidth=LINE_WIDTH, label=f'{model.name} JSD: {jsd:.2f}', color=colors[idx+7])\n",
    "    plt.xlabel('Torsion angle (°)')\n",
    "    plt.ylabel('Density')\n",
    "    plt.ylim(0)\n",
    "    plt.xlim(-180, 180)\n",
    "    plt.legend()\n",
    "    plt.tight_layout()\n",
    "    # plt.savefig(f'figs/{eval_torsion_angle._torsion_type_str(TORSION)}_torsion.pdf', dpi=300, bbox_inches='tight')\n",
    "    plt.show()"
   ]
  }
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